Our MRIO data
What is an MRIO or Multi-regional input-output model?
When you want to calculate your businesses carbon footprint, the easiest place to start is with your spending records, detailing how much you spent on different products and services.
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Our input-output model provides you with emissions factors which can give you a carbon footprint based on your spend data. Because it covers 75 countries it’s a multi-regional model. And because it gives out emissions factors it’s an environmentally extended model.
Our model is the Small World Consulting Multi-Regional Input-Output model, so we call it the SWC MRIO for short. The SWC MRIO gives you total - and broken into scopes 1, 2 and 3 - emission factors for your spend data, using data for 103 different industries across 75 countries to give the most reliable carbon footprint of your global supply chain.
If you want to understand more about how input-output models work, read our guide to learn how they give the most complete carbon foorprint, how they compare to more specific life cycle analysis (LCAs) and how we can combine both approaches to give you the most reliable carbon footprint and one that will show your carbon reduction actions year on year.
SWC MRIO v2.0
Choose your dataset
Support to help you use the SWC MRIO
These documents give best practice guidelines on using the SWC MRIO, based on our 20 years of experience in company supply chain emissions accounting. We also show how the SWC MRIO was developed.
Small World support days
The SWC MRIO Pro model comes with upto 3 support days with the Small World team. But we're happy to offer support days to anyone using the SWC MRIO Basic as an optional extra. Things we can help you with include:
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Advice on how to gather your spend data and match it to the sectors in the model.
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Specific use cases for your organisation and your supply chain.
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Advice on individual spend data, when best to use supply basis and when to use demand basis.
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Examining your data to decide when to use basic prices and when to use purchases prices.
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Allocating the most appropriate proxy for countries not in the model.
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Bespoke inflation updates for an individual country.
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What's new in SWC MRIO v2.0?
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Updated underlying datasets for 2018, 2019 and 2020
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Inflation adjused data for 2021, 2022 and 2023, including pre and post-COVID adjustments.
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Now covers 75 countries, up from 65.
Improvements in methodology
Maritime shipping emissions: Our models showed shipping emissions for some countries quite a bit higher than those self-reported by the industry. Since v1 of the SWC MRIO, the OECD has also published a maritime model with higher emission levels, supporting our findings. Many countries do not adequately account for ships that sail under another country's flag, even when the ship is owned by them. This often leads to under reporting for shipping emissions. Our new model has improved, and realistic shipping emissions backed by the OECD’s estimates.
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Oil and gas leaks emissions: Finding data on fugitive emissions, specifically leaks and discharges in the fossil fuel industry, is understandably difficult. Even when totals are known, it is still difficult to assign these to the appropriate industries as emissions can occur anywhere during extraction, processing, and transport. We've employed higher quality data from the UK and used this to inform improved estimates of fugitive emissions in other countries.
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Fluorinated gases: These gases are only used in a few specific industries and account for a small amount of emissions but compared to CO2 they have a very high GWP (global warming potential). Here we have again made use of high-quality data from the UK in order to inform a more refined mapping of these gases to the appropriate industries, thus improving our emissions factors.
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Radiative forcing factor for aviation: The UK's DESNZ (Department for Energy Security and Net Zero) has reduced the recommended radiative forcing factor for the non-CO2 effects of high altitude flying since our first model, so we've updated our aviation emission factors accordingly.
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Download the free SWC MRIO v2.0
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Fill in the form below to download the free SWC MRIO v2.0 dataset for 2018-2023:
Ask for a SWC MRIO Basic
or SWC MRIO Pro licence
SWC MRIO Basic
Ask for SWC MRIO Basic, we'll send you a licence and payment methods and once both completed we'll send you the dataset.
SWC MRIO Pro
Ask for SWC MRIO Pro, and we'll get in touch to learn more about your organisation, how best to use the SWC MRIO and what support we can offer you. We'll agree on a custom licence with you and payment methods and then send you the full dataset.